{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import csv\n",
    "import os\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# use LaTeX fonts in the plot\n",
    "matplotlib.use(\"pdf\")\n",
    "matplotlib.rcParams.update({\n",
    "    \"pgf.texsystem\": \"pdflatex\",\n",
    "    'font.family': 'serif',\n",
    "    'text.usetex': True,\n",
    "    'pgf.rcfonts': False,\n",
    "})\n",
    "sns.set_context(\"notebook\")\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.set_palette(sns.color_palette(\"magma\", 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Local Episodes</th>\n",
       "      <th>Trial</th>\n",
       "      <th>Epoch</th>\n",
       "      <th>Average Device Train Accuracy</th>\n",
       "      <th>Average Device Validation Accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.5575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.4575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.5675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.5900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.5650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23995</th>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>195</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.8325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23996</th>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>196</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.8550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23997</th>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>197</td>\n",
       "      <td>0.975</td>\n",
       "      <td>0.8425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23998</th>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>198</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.8500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23999</th>\n",
       "      <td>6</td>\n",
       "      <td>19</td>\n",
       "      <td>199</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.8150</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24000 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Local Episodes  Trial  Epoch  Average Device Train Accuracy  \\\n",
       "0                   1      0      0                          0.400   \n",
       "1                   1      0      1                          0.425   \n",
       "2                   1      0      2                          0.625   \n",
       "3                   1      0      3                          0.575   \n",
       "4                   1      0      4                          0.575   \n",
       "...               ...    ...    ...                            ...   \n",
       "23995               6     19    195                          0.800   \n",
       "23996               6     19    196                          0.900   \n",
       "23997               6     19    197                          0.975   \n",
       "23998               6     19    198                          0.925   \n",
       "23999               6     19    199                          0.950   \n",
       "\n",
       "       Average Device Validation Accuracy  \n",
       "0                                  0.5575  \n",
       "1                                  0.4575  \n",
       "2                                  0.5675  \n",
       "3                                  0.5900  \n",
       "4                                  0.5650  \n",
       "...                                   ...  \n",
       "23995                              0.8325  \n",
       "23996                              0.8550  \n",
       "23997                              0.8425  \n",
       "23998                              0.8500  \n",
       "23999                              0.8150  \n",
       "\n",
       "[24000 rows x 5 columns]"
      ]
     },
     "execution_count": 297,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"results_local_episodes.csv\")\n",
    "df.columns = [\"Local Episodes\", \"Trial\", \"Epoch\", \n",
    "                         \"Average Device Train Accuracy\", \"Average Device Validation Accuracy\"]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1, ax1 = plt.subplots(figsize=(6,4))\n",
    "ax1.set_ylim([0.5,1.0])\n",
    "ax1.set_xlim([0,200])\n",
    "sns.lineplot(\n",
    "    data=df, x=\"Epoch\", y=\"Average Device Train Accuracy\", \n",
    "    hue=\"Local Episodes\", ci=\"sd\", palette=sns.color_palette(\"flare\", 6),\n",
    "    ax=ax1).set(title='Local Episodes Experiment', \n",
    "                                                 ylabel = \"Train Accuracy\",\n",
    "                                                 xlabel = \"Epochs\")\n",
    "ax1.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Local Episodes\")\n",
    "fig1.savefig('figures/local-train.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2, ax2 = plt.subplots(figsize=(6,4))\n",
    "ax2.set_ylim([0.5,1.0])\n",
    "ax2.set_xlim([0,200])\n",
    "sns.lineplot(\n",
    "    data=df, x=\"Epoch\", y=\"Average Device Validation Accuracy\", \n",
    "    hue=\"Local Episodes\", ci=\"sd\", palette=sns.color_palette(\"flare\", 6),\n",
    "                        ax=ax2).set(title='Local Episodes Experiment', \n",
    "                                                 ylabel = \"Validation Accuracy\",\n",
    "                                                 xlabel = \"Epochs\")\n",
    "ax2.legend(loc='lower center', bbox_to_anchor=(0.5, 0.81), ncol=6, title=\"Local Episodes\")\n",
    "fig2.savefig('figures/local-val.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pretrained</th>\n",
       "      <th>Federated Learning</th>\n",
       "      <th>Trial</th>\n",
       "      <th>Epoch</th>\n",
       "      <th>Average Device Train Accuracy</th>\n",
       "      <th>Average Device Validation Accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.6200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.6300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.6600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.7350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.6350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11995</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7800</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.8050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11996</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7840</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.7150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11997</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7880</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.8275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11998</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7920</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.8425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11999</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>7960</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.8250</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Pretrained  Federated Learning  Trial  Epoch  \\\n",
       "0               0                   0      0      0   \n",
       "1               0                   0      0     20   \n",
       "2               0                   0      0     40   \n",
       "3               0                   0      0     60   \n",
       "4               0                   0      0     80   \n",
       "...           ...                 ...    ...    ...   \n",
       "11995           1                   1      9   7800   \n",
       "11996           1                   1      9   7840   \n",
       "11997           1                   1      9   7880   \n",
       "11998           1                   1      9   7920   \n",
       "11999           1                   1      9   7960   \n",
       "\n",
       "       Average Device Train Accuracy  Average Device Validation Accuracy  \n",
       "0                              0.700                              0.6200  \n",
       "1                              0.800                              0.6300  \n",
       "2                              0.700                              0.6600  \n",
       "3                              0.950                              0.7350  \n",
       "4                              0.850                              0.6350  \n",
       "...                              ...                                 ...  \n",
       "11995                          0.800                              0.8050  \n",
       "11996                          0.825                              0.7150  \n",
       "11997                          0.925                              0.8275  \n",
       "11998                          0.875                              0.8425  \n",
       "11999                          0.825                              0.8250  \n",
       "\n",
       "[12000 rows x 6 columns]"
      ]
     },
     "execution_count": 300,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_comparison = pd.read_csv(\"results_comparison.csv\")\n",
    "\n",
    "for index, row in df_comparison.iterrows():\n",
    "    if(row['fl']-1 == 0):\n",
    "        df_comparison.at[index, 'epoch'] = row[\"epoch\"]*2*20\n",
    "    else:\n",
    "        df_comparison.at[index, 'epoch'] = row[\"epoch\"]*20\n",
    "df_comparison.columns = [\"Pretrained\", \"Federated Learning\", \"Trial\", \"Epoch\", \n",
    "                         \"Average Device Train Accuracy\", \"Average Device Validation Accuracy\"]\n",
    "df_comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig3, ax3 = plt.subplots(figsize=(6,4))\n",
    "ax3.set_ylim([0.5,1.0])\n",
    "ax3.set_xlim([0,8000])\n",
    "condition = df_comparison['Pretrained'] == 0\n",
    "\n",
    "sns.lineplot(\n",
    "    data=df_comparison[condition], x=\"Epoch\", y=\"Average Device Train Accuracy\", \n",
    "    hue=\"Federated Learning\", ci=\"sd\",\n",
    "    ax=ax3).set(title='Random Weights Training', \n",
    "                ylabel = \"Train Accuracy\",\n",
    "                xlabel = \"Training Samples Seen\")\n",
    "ax3.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Federated Learning\")\n",
    "\n",
    "\n",
    "fig5, ax5 = plt.subplots(figsize=(6,4))\n",
    "ax5.set_ylim([0.5,1.0])\n",
    "ax5.set_xlim([0,8000])\n",
    "condition = df_comparison['Pretrained'] == 0\n",
    "\n",
    "sns.lineplot(\n",
    "    data=df_comparison[condition], x=\"Epoch\", y=\"Average Device Validation Accuracy\", \n",
    "    hue=\"Federated Learning\", ci=\"sd\",\n",
    "    ax=ax5).set(title='Random Weights Validation', \n",
    "                ylabel = \"Validation Accuracy\",\n",
    "                xlabel = \"Training Samples Seen\")\n",
    "ax5.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Federated Learning\")\n",
    "\n",
    "fig3.savefig('figures/comparison-random-train.pdf', bbox_inches='tight')\n",
    "fig5.savefig('figures/comparison-random-val.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig4, ax4 = plt.subplots(figsize=(6,4))\n",
    "ax4.set_ylim([0.5,1.0])\n",
    "ax4.set_xlim([0,8000])\n",
    "condition = df_comparison['Pretrained'] == 1\n",
    "\n",
    "sns.lineplot(\n",
    "    data=df_comparison[condition], x=\"Epoch\", y=\"Average Device Train Accuracy\", \n",
    "    hue=\"Federated Learning\", ci=\"sd\",\n",
    "    ax=ax4).set(title='Pretrained Weights Training', \n",
    "                ylabel = \"Train Accuracy\",\n",
    "                xlabel = \"Training Samples Seen\")\n",
    "ax4.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Federated Learning\")\n",
    "\n",
    "fig6, ax6 = plt.subplots(figsize=(6,4))\n",
    "ax6.set_ylim([0.5,1.0])\n",
    "ax6.set_xlim([0,8000])\n",
    "condition = df_comparison['Pretrained'] == 1\n",
    "\n",
    "sns.lineplot(\n",
    "    data=df_comparison[condition], x=\"Epoch\", y=\"Average Device Validation Accuracy\", \n",
    "    hue=\"Federated Learning\", ci=\"sd\",\n",
    "    ax=ax6).set(title='Pretrained Weights Validation', \n",
    "                ylabel = \"Validation Accuracy\",\n",
    "                xlabel = \"Training Samples Seen\")\n",
    "ax6.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Federated Learning\")\n",
    "\n",
    "fig4.savefig('figures/comparison-pretrain-train.pdf', bbox_inches='tight')\n",
    "fig6.savefig('figures/comparison-pretrain-val.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_batch = pd.read_csv(\"results_batch_episodes.csv\")\n",
    "\n",
    "for index, row in df_batch.iterrows():\n",
    "    df_batch.at[index, 'epoch'] = row[\"epoch\"]*row[\"batches\"]*2\n",
    "    \n",
    "df_batch.columns = [\"Batch Size\", \"Trial\", \"Epoch\", \n",
    "                         \"Average Device Train Accuracy\", \"Average Device Validation Accuracy\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig7, ax7 = plt.subplots(figsize=(6,4))\n",
    "ax7.set_ylim([0.5,1.0])\n",
    "ax7.set_xlim([0,8000])\n",
    "sns.lineplot(\n",
    "    data=df_batch, x=\"Epoch\", y=\"Average Device Train Accuracy\", \n",
    "    hue=\"Batch Size\", ci=\"sd\", palette=sns.color_palette(\"flare\", 6),\n",
    "    ax=ax7).set(title='Batch Size Experiment', \n",
    "                                                 ylabel = \"Train Accuracy\",\n",
    "                                                 xlabel = \"Training Samples Seen\")\n",
    "ax7.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Batch Size\")\n",
    "fig7.savefig('figures/batch-train.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig8, ax8 = plt.subplots(figsize=(6,4))\n",
    "ax8.set_ylim([0.5,1.0])\n",
    "ax8.set_xlim([0,8000])\n",
    "sns.lineplot(\n",
    "    data=df_batch, x=\"Epoch\", y=\"Average Device Validation Accuracy\", \n",
    "    hue=\"Batch Size\", ci=\"sd\", palette=sns.color_palette(\"flare\", 6),\n",
    "                        ax=ax8).set(title='Batch Size Experiment', \n",
    "                                                 ylabel = \"Validation Accuracy\",\n",
    "                                                 xlabel = \"Training Samples Seen\")\n",
    "ax8.legend(loc='lower center', bbox_to_anchor=(0.5, 0.81), ncol=6, title=\"Batch Size\")\n",
    "fig8.savefig('figures/batch-val.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Devices</th>\n",
       "      <th>Trial</th>\n",
       "      <th>Epoch</th>\n",
       "      <th>Average Device Train Accuracy</th>\n",
       "      <th>Average Device Validation Accuracy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.620000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.630000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.660000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>0.735000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>0.850000</td>\n",
       "      <td>0.635000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6425</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>7020</td>\n",
       "      <td>0.866667</td>\n",
       "      <td>0.792778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6426</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>7200</td>\n",
       "      <td>0.877778</td>\n",
       "      <td>0.790556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6427</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>7380</td>\n",
       "      <td>0.822222</td>\n",
       "      <td>0.738889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6428</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>7560</td>\n",
       "      <td>0.811111</td>\n",
       "      <td>0.791667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6429</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>7740</td>\n",
       "      <td>0.816667</td>\n",
       "      <td>0.792222</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6430 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Devices  Trial  Epoch  Average Device Train Accuracy  \\\n",
       "0           1      0      0                       0.700000   \n",
       "1           1      0     20                       0.800000   \n",
       "2           1      0     40                       0.700000   \n",
       "3           1      0     60                       0.950000   \n",
       "4           1      0     80                       0.850000   \n",
       "...       ...    ...    ...                            ...   \n",
       "6425        9      9   7020                       0.866667   \n",
       "6426        9      9   7200                       0.877778   \n",
       "6427        9      9   7380                       0.822222   \n",
       "6428        9      9   7560                       0.811111   \n",
       "6429        9      9   7740                       0.816667   \n",
       "\n",
       "      Average Device Validation Accuracy  \n",
       "0                               0.620000  \n",
       "1                               0.630000  \n",
       "2                               0.660000  \n",
       "3                               0.735000  \n",
       "4                               0.635000  \n",
       "...                                  ...  \n",
       "6425                            0.792778  \n",
       "6426                            0.790556  \n",
       "6427                            0.738889  \n",
       "6428                            0.791667  \n",
       "6429                            0.792222  \n",
       "\n",
       "[6430 rows x 5 columns]"
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dev = pd.read_csv(\"results_device_episodes.csv\")\n",
    "\n",
    "for index, row in df_dev.iterrows():\n",
    "    df_dev.at[index, 'epoch'] = row[\"epoch\"]*row[\"devices\"]*20\n",
    "\n",
    "df_dev.columns = [\"Devices\", \"Trial\", \"Epoch\", \n",
    "                         \"Average Device Train Accuracy\", \"Average Device Validation Accuracy\"]\n",
    "df_dev"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig9, ax9 = plt.subplots(figsize=(6,4))\n",
    "ax9.set_ylim([0.5,1.0])\n",
    "ax9.set_xlim([0,8000])\n",
    "sns.lineplot(\n",
    "    data=df_dev, x=\"Epoch\", y=\"Average Device Train Accuracy\", \n",
    "    hue=\"Devices\", ci=\"sd\", palette=sns.color_palette(\"flare\", 4),\n",
    "    ax=ax9).set(title='Device Number Experiment', \n",
    "                                                 ylabel = \"Train Accuracy\",\n",
    "                                                 xlabel = \"Training Samples Seen\")\n",
    "ax9.legend(loc='lower center', bbox_to_anchor=(0.5, 0), ncol=6, title=\"Number Devices\")\n",
    "fig9.savefig('figures/device-train.pdf', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig10, ax10 = plt.subplots(figsize=(6,4))\n",
    "ax10.set_ylim([0.5,1.0])\n",
    "ax10.set_xlim([0,8000])\n",
    "sns.lineplot(\n",
    "    data=df_dev, x=\"Epoch\", y=\"Average Device Validation Accuracy\", \n",
    "    hue=\"Devices\", ci=\"sd\", palette=sns.color_palette(\"flare\", 4),\n",
    "                        ax=ax10).set(title='Device Number Experiment', \n",
    "                                                 ylabel = \"Validation Accuracy\",\n",
    "                                                 xlabel = \"Training Samples Seen\")\n",
    "ax10.legend(loc='lower center', bbox_to_anchor=(0.5, 0.81), ncol=6, title=\"Number Devices\")\n",
    "fig10.savefig('figures/devices-val.pdf', bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
